Overview
Brought to you by YData
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 8649 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 810.8 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Text | 3 |
|---|---|
| Numeric | 7 |
| Categorical | 1 |
benefits is highly overall correlated with interviews and 2 other fields | High correlation |
interviews is highly overall correlated with benefits and 2 other fields | High correlation |
reviews is highly overall correlated with benefits and 2 other fields | High correlation |
salaries is highly overall correlated with benefits and 2 other fields | High correlation |
reviews is highly skewed (γ1 = 20.24474875) | Skewed |
salaries is highly skewed (γ1 = 30.43540064) | Skewed |
interviews is highly skewed (γ1 = 24.69003962) | Skewed |
jobs is highly skewed (γ1 = 22.51964104) | Skewed |
benefits is highly skewed (γ1 = 23.12686003) | Skewed |
interviews has 229 (2.6%) zeros | Zeros |
jobs has 3269 (37.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-28 21:06:43.095780 |
|---|---|
| Analysis finished | 2024-12-28 21:06:51.137327 |
| Duration | 8.04 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
name
Text
| Distinct | 8631 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.1 KiB |
Length
| Max length | 63 |
|---|---|
| Median length | 48 |
| Mean length | 17.180715 |
| Min length | 2 |
Unique
| Unique | 8613 ? |
|---|---|
| Unique (%) | 99.6% |
Sample
| 1st row | TCS |
|---|---|
| 2nd row | Accenture |
| 3rd row | Cognizant |
| 4th row | Wipro |
| 5th row | ICICI Bank |
| Value | Count | Frequency (%) |
| india | 464 | 2.3% |
| services | 361 | 1.8% |
| solutions | 332 | 1.6% |
| technologies | 331 | 1.6% |
| 282 | 1.4% | |
| group | 244 | 1.2% |
| industries | 218 | 1.1% |
| engineering | 156 | 0.8% |
| systems | 138 | 0.7% |
| and | 133 | 0.7% |
| Other values (8743) | 17572 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 12127 | 8.2% |
| 11583 | 7.8% | |
| a | 11096 | 7.5% |
| i | 10120 | 6.8% |
| n | 9695 | 6.5% |
| o | 8959 | 6.0% |
| r | 8364 | 5.6% |
| t | 7861 | 5.3% |
| s | 7597 | 5.1% |
| l | 5735 | 3.9% |
| Other values (75) | 55459 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 148596 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 12127 | 8.2% |
| 11583 | 7.8% | |
| a | 11096 | 7.5% |
| i | 10120 | 6.8% |
| n | 9695 | 6.5% |
| o | 8959 | 6.0% |
| r | 8364 | 5.6% |
| t | 7861 | 5.3% |
| s | 7597 | 5.1% |
| l | 5735 | 3.9% |
| Other values (75) | 55459 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 148596 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 12127 | 8.2% |
| 11583 | 7.8% | |
| a | 11096 | 7.5% |
| i | 10120 | 6.8% |
| n | 9695 | 6.5% |
| o | 8959 | 6.0% |
| r | 8364 | 5.6% |
| t | 7861 | 5.3% |
| s | 7597 | 5.1% |
| l | 5735 | 3.9% |
| Other values (75) | 55459 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 148596 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 12127 | 8.2% |
| 11583 | 7.8% | |
| a | 11096 | 7.5% |
| i | 10120 | 6.8% |
| n | 9695 | 6.5% |
| o | 8959 | 6.0% |
| r | 8364 | 5.6% |
| t | 7861 | 5.3% |
| s | 7597 | 5.1% |
| l | 5735 | 3.9% |
| Other values (75) | 55459 |
rating
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8610013 |
| Minimum | 1.6 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.1 KiB |
Quantile statistics
| Minimum | 1.6 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 3.6 |
| median | 3.9 |
| Q3 | 4.1 |
| 95-th percentile | 4.4 |
| Maximum | 5 |
| Range | 3.4 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.38099445 |
|---|---|
| Coefficient of variation (CV) | 0.098677628 |
| Kurtosis | 1.2803192 |
| Mean | 3.8610013 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.63725594 |
| Sum | 33393.8 |
| Variance | 0.14515677 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 4 | 992 | |
| 3.9 | 985 | |
| 4.1 | 953 | |
| 3.8 | 921 | |
| 3.7 | 783 | |
| 4.2 | 741 | |
| 3.6 | 538 | 6.2% |
| 3.5 | 504 | 5.8% |
| 4.3 | 477 | 5.5% |
| 3.4 | 342 | 4.0% |
| Other values (23) | 1413 |
| Value | Count | Frequency (%) |
| 1.6 | 1 | < 0.1% |
| 1.9 | 2 | < 0.1% |
| 2 | 3 | < 0.1% |
| 2.1 | 3 | < 0.1% |
| 2.2 | 5 | 0.1% |
| 2.3 | 3 | < 0.1% |
| 2.4 | 10 | 0.1% |
| 2.5 | 5 | 0.1% |
| 2.6 | 19 | |
| 2.7 | 30 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 4.9 | 10 | 0.1% |
| 4.8 | 34 | 0.4% |
| 4.7 | 54 | 0.6% |
| 4.6 | 93 | 1.1% |
| 4.5 | 165 | 1.9% |
| 4.4 | 271 | 3.1% |
| 4.3 | 477 | |
| 4.2 | 741 | |
| 4.1 | 953 |
company_type
Text
| Distinct | 83 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.1 KiB |
Length
| Max length | 53 |
|---|---|
| Median length | 25 |
| Mean length | 15.326627 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | IT Services & Consulting |
|---|---|
| 2nd row | IT Services & Consulting |
| 3rd row | IT Services & Consulting |
| 4th row | IT Services & Consulting |
| 5th row | Banking |
| Value | Count | Frequency (%) |
| 3132 | 16.8% | |
| services | 1480 | 7.9% |
| consulting | 1237 | 6.6% |
| it | 1179 | 6.3% |
| engineering | 434 | 2.3% |
| construction | 434 | 2.3% |
| auto | 406 | 2.2% |
| components | 406 | 2.2% |
| industrial | 398 | 2.1% |
| machinery | 361 | 1.9% |
| Other values (120) | 9154 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 11842 | 8.9% |
| e | 11446 | 8.6% |
| i | 11027 | 8.3% |
| 9972 | 7.5% | |
| t | 8835 | 6.7% |
| r | 7470 | 5.6% |
| a | 6832 | 5.2% |
| o | 6761 | 5.1% |
| s | 6687 | 5.0% |
| c | 5971 | 4.5% |
| Other values (41) | 45717 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 132560 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 11842 | 8.9% |
| e | 11446 | 8.6% |
| i | 11027 | 8.3% |
| 9972 | 7.5% | |
| t | 8835 | 6.7% |
| r | 7470 | 5.6% |
| a | 6832 | 5.2% |
| o | 6761 | 5.1% |
| s | 6687 | 5.0% |
| c | 5971 | 4.5% |
| Other values (41) | 45717 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 132560 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 11842 | 8.9% |
| e | 11446 | 8.6% |
| i | 11027 | 8.3% |
| 9972 | 7.5% | |
| t | 8835 | 6.7% |
| r | 7470 | 5.6% |
| a | 6832 | 5.2% |
| o | 6761 | 5.1% |
| s | 6687 | 5.0% |
| c | 5971 | 4.5% |
| Other values (41) | 45717 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 132560 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 11842 | 8.9% |
| e | 11446 | 8.6% |
| i | 11027 | 8.3% |
| 9972 | 7.5% | |
| t | 8835 | 6.7% |
| r | 7470 | 5.6% |
| a | 6832 | 5.2% |
| o | 6761 | 5.1% |
| s | 6687 | 5.0% |
| c | 5971 | 4.5% |
| Other values (41) | 45717 |
employee_count
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.1 KiB |
| 1k-5k | |
|---|---|
| 201-500 | |
| 501-1k | |
| 51-200 | |
| 5k-10k | |
| Other values (5) |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 6.9566424 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 Lakh+ |
|---|---|
| 2nd row | 1 Lakh+ |
| 3rd row | 1 Lakh+ |
| 4th row | 1 Lakh+ |
| 5th row | 1 Lakh+ |
Common Values
| Value | Count | Frequency (%) |
| 1k-5k | 2454 | |
| 201-500 | 1858 | |
| 501-1k | 1689 | |
| 51-200 | 1365 | |
| 5k-10k | 446 | 5.2% |
| 10k-50k | 441 | 5.1% |
| 11-50 | 248 | 2.9% |
| 1-10 | 69 | 0.8% |
| 1 Lakh+ | 50 | 0.6% |
| 50k-1 Lakh | 29 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1k-5k | 2454 | |
| 201-500 | 1858 | |
| 501-1k | 1689 | |
| 51-200 | 1365 | |
| 5k-10k | 446 | 5.1% |
| 10k-50k | 441 | 5.1% |
| 11-50 | 248 | 2.8% |
| lakh | 79 | 0.9% |
| 1-10 | 69 | 0.8% |
| 1 | 50 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11667 | |
| 1 | 10655 | |
| 8728 | ||
| - | 8599 | |
| 5 | 8530 | |
| k | 8479 | |
| 2 | 3223 | 5.4% |
| L | 79 | 0.1% |
| a | 79 | 0.1% |
| h | 79 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 60168 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11667 | |
| 1 | 10655 | |
| 8728 | ||
| - | 8599 | |
| 5 | 8530 | |
| k | 8479 | |
| 2 | 3223 | 5.4% |
| L | 79 | 0.1% |
| a | 79 | 0.1% |
| h | 79 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 60168 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11667 | |
| 1 | 10655 | |
| 8728 | ||
| - | 8599 | |
| 5 | 8530 | |
| k | 8479 | |
| 2 | 3223 | 5.4% |
| L | 79 | 0.1% |
| a | 79 | 0.1% |
| h | 79 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 60168 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11667 | |
| 1 | 10655 | |
| 8728 | ||
| - | 8599 | |
| 5 | 8530 | |
| k | 8479 | |
| 2 | 3223 | 5.4% |
| L | 79 | 0.1% |
| a | 79 | 0.1% |
| h | 79 | 0.1% |
company_age
Real number (ℝ)
| Distinct | 215 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.549659 |
| Minimum | 1 |
|---|---|
| Maximum | 545 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 16 |
| median | 27 |
| Q3 | 44 |
| 95-th percentile | 103 |
| Maximum | 545 |
| Range | 544 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 33.666899 |
|---|---|
| Coefficient of variation (CV) | 0.92112759 |
| Kurtosis | 17.890277 |
| Mean | 36.549659 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 3.1247877 |
| Sum | 316118 |
| Variance | 1133.4601 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16 | 292 | 3.4% |
| 17 | 262 | 3.0% |
| 23 | 259 | 3.0% |
| 15 | 233 | 2.7% |
| 24 | 222 | 2.6% |
| 27 | 220 | 2.5% |
| 13 | 215 | 2.5% |
| 19 | 212 | 2.5% |
| 11 | 202 | 2.3% |
| 8 | 201 | 2.3% |
| Other values (205) | 6331 |
| Value | Count | Frequency (%) |
| 1 | 13 | 0.2% |
| 2 | 14 | 0.2% |
| 3 | 29 | 0.3% |
| 4 | 56 | 0.6% |
| 5 | 60 | 0.7% |
| 6 | 84 | |
| 7 | 147 | |
| 8 | 201 | |
| 9 | 156 | |
| 10 | 145 |
| Value | Count | Frequency (%) |
| 545 | 1 | |
| 358 | 1 | |
| 355 | 1 | |
| 353 | 1 | |
| 333 | 1 | |
| 327 | 1 | |
| 325 | 2 | |
| 296 | 1 | |
| 287 | 2 | |
| 279 | 1 |
head_quarters
Text
| Distinct | 1165 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.1 KiB |
Length
| Max length | 39 |
|---|---|
| Median length | 26 |
| Mean length | 8.7677188 |
| Min length | 3 |
Unique
| Unique | 760 ? |
|---|---|
| Unique (%) | 8.8% |
Sample
| 1st row | Mumbai |
|---|---|
| 2nd row | Dublin |
| 3rd row | Teaneck. New Jersey. |
| 4th row | Bangalore/Bengaluru |
| 5th row | Mumbai |
| Value | Count | Frequency (%) |
| mumbai | 1331 | 13.8% |
| new | 432 | 4.5% |
| chennai | 425 | 4.4% |
| noida | 393 | 4.1% |
| delhi | 386 | 4.0% |
| delhi/ncr | 335 | 3.5% |
| pune | 320 | 3.3% |
| bangalore/bengaluru | 311 | 3.2% |
| gurgaon/gurugram | 283 | 2.9% |
| kolkata | 264 | 2.7% |
| Other values (1229) | 5168 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 10579 | 14.0% |
| e | 5645 | 7.4% |
| n | 5139 | 6.8% |
| u | 5087 | 6.7% |
| r | 4828 | 6.4% |
| i | 4658 | 6.1% |
| o | 3812 | 5.0% |
| d | 3160 | 4.2% |
| l | 3137 | 4.1% |
| b | 2669 | 3.5% |
| Other values (64) | 27118 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 75832 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 10579 | 14.0% |
| e | 5645 | 7.4% |
| n | 5139 | 6.8% |
| u | 5087 | 6.7% |
| r | 4828 | 6.4% |
| i | 4658 | 6.1% |
| o | 3812 | 5.0% |
| d | 3160 | 4.2% |
| l | 3137 | 4.1% |
| b | 2669 | 3.5% |
| Other values (64) | 27118 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 75832 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 10579 | 14.0% |
| e | 5645 | 7.4% |
| n | 5139 | 6.8% |
| u | 5087 | 6.7% |
| r | 4828 | 6.4% |
| i | 4658 | 6.1% |
| o | 3812 | 5.0% |
| d | 3160 | 4.2% |
| l | 3137 | 4.1% |
| b | 2669 | 3.5% |
| Other values (64) | 27118 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 75832 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 10579 | 14.0% |
| e | 5645 | 7.4% |
| n | 5139 | 6.8% |
| u | 5087 | 6.7% |
| r | 4828 | 6.4% |
| i | 4658 | 6.1% |
| o | 3812 | 5.0% |
| d | 3160 | 4.2% |
| l | 3137 | 4.1% |
| b | 2669 | 3.5% |
| Other values (64) | 27118 |
reviews
Real number (ℝ)
High correlation Skewed
| Distinct | 869 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 411.81836 |
| Minimum | 66 |
|---|---|
| Maximum | 66700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.1 KiB |
Quantile statistics
| Minimum | 66 |
|---|---|
| 5-th percentile | 70 |
| Q1 | 93 |
| median | 148 |
| Q3 | 295 |
| 95-th percentile | 1300 |
| Maximum | 66700 |
| Range | 66634 |
| Interquartile range (IQR) | 202 |
Descriptive statistics
| Standard deviation | 1572.5531 |
|---|---|
| Coefficient of variation (CV) | 3.81856 |
| Kurtosis | 585.43433 |
| Mean | 411.81836 |
| Median Absolute Deviation (MAD) | 68 |
| Skewness | 20.244749 |
| Sum | 3561817 |
| Variance | 2472923.3 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 69 | 120 | 1.4% |
| 72 | 104 | 1.2% |
| 68 | 102 | 1.2% |
| 67 | 99 | 1.1% |
| 76 | 97 | 1.1% |
| 71 | 94 | 1.1% |
| 79 | 93 | 1.1% |
| 75 | 92 | 1.1% |
| 73 | 89 | 1.0% |
| 80 | 86 | 1.0% |
| Other values (859) | 7673 |
| Value | Count | Frequency (%) |
| 66 | 67 | |
| 67 | 99 | |
| 68 | 102 | |
| 69 | 120 | |
| 70 | 82 | |
| 71 | 94 | |
| 72 | 104 | |
| 73 | 89 | |
| 74 | 78 | |
| 75 | 92 |
| Value | Count | Frequency (%) |
| 66700 | 1 | |
| 42500 | 1 | |
| 38400 | 1 | |
| 35400 | 1 | |
| 30900 | 1 | |
| 30600 | 1 | |
| 29100 | 1 | |
| 27000 | 1 | |
| 25300 | 1 | |
| 24800 | 1 |
salaries
Real number (ℝ)
High correlation Skewed
| Distinct | 1172 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2429.1582 |
| Minimum | 4 |
|---|---|
| Maximum | 734800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.1 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 264.4 |
| Q1 | 498 |
| median | 808 |
| Q3 | 1600 |
| 95-th percentile | 6800 |
| Maximum | 734800 |
| Range | 734796 |
| Interquartile range (IQR) | 1102 |
Descriptive statistics
| Standard deviation | 14849.975 |
|---|---|
| Coefficient of variation (CV) | 6.1132187 |
| Kurtosis | 1152.7582 |
| Mean | 2429.1582 |
| Median Absolute Deviation (MAD) | 392 |
| Skewness | 30.435401 |
| Sum | 21009789 |
| Variance | 2.2052176 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1100 | 296 | 3.4% |
| 1200 | 252 | 2.9% |
| 1300 | 226 | 2.6% |
| 1400 | 187 | 2.2% |
| 1000 | 173 | 2.0% |
| 1500 | 156 | 1.8% |
| 1700 | 152 | 1.8% |
| 1600 | 136 | 1.6% |
| 1800 | 91 | 1.1% |
| 1900 | 89 | 1.0% |
| Other values (1162) | 6891 |
| Value | Count | Frequency (%) |
| 4 | 2 | |
| 5 | 2 | |
| 7 | 1 | |
| 8 | 2 | |
| 9 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 2 | |
| 15 | 1 | |
| 16 | 1 |
| Value | Count | Frequency (%) |
| 734800 | 1 | |
| 513400 | 1 | |
| 496800 | 1 | |
| 413100 | 1 | |
| 370300 | 1 | |
| 336600 | 1 | |
| 251900 | 1 | |
| 236300 | 1 | |
| 197400 | 1 | |
| 176600 | 1 |
interviews
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 278 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.523876 |
| Minimum | 0 |
|---|---|
| Maximum | 5600 |
| Zeros | 229 |
| Zeros (%) | 2.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 16 |
| 95-th percentile | 74 |
| Maximum | 5600 |
| Range | 5600 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 131.62425 |
|---|---|
| Coefficient of variation (CV) | 5.3671882 |
| Kurtosis | 776.18698 |
| Mean | 24.523876 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 24.69004 |
| Sum | 212107 |
| Variance | 17324.944 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 712 | 8.2% |
| 4 | 684 | 7.9% |
| 5 | 640 | 7.4% |
| 2 | 620 | 7.2% |
| 6 | 534 | 6.2% |
| 7 | 479 | 5.5% |
| 1 | 461 | 5.3% |
| 8 | 397 | 4.6% |
| 9 | 338 | 3.9% |
| 10 | 285 | 3.3% |
| Other values (268) | 3499 |
| Value | Count | Frequency (%) |
| 0 | 229 | 2.6% |
| 1 | 461 | |
| 2 | 620 | |
| 3 | 712 | |
| 4 | 684 | |
| 5 | 640 | |
| 6 | 534 | |
| 7 | 479 | |
| 8 | 397 | |
| 9 | 338 |
| Value | Count | Frequency (%) |
| 5600 | 1 | |
| 4500 | 1 | |
| 3800 | 1 | |
| 3300 | 2 | |
| 3200 | 1 | |
| 2300 | 1 | |
| 2200 | 2 | |
| 1800 | 1 | |
| 1700 | 2 | |
| 1500 | 1 |
jobs
Real number (ℝ)
Skewed Zeros
| Distinct | 293 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.341774 |
| Minimum | 0 |
|---|---|
| Maximum | 4100 |
| Zeros | 3269 |
| Zeros (%) | 37.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 14 |
| 95-th percentile | 82 |
| Maximum | 4100 |
| Range | 4100 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 93.405106 |
|---|---|
| Coefficient of variation (CV) | 4.5917877 |
| Kurtosis | 758.00695 |
| Mean | 20.341774 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 22.519641 |
| Sum | 175936 |
| Variance | 8724.5138 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3269 | |
| 1 | 641 | 7.4% |
| 2 | 476 | 5.5% |
| 3 | 363 | 4.2% |
| 4 | 283 | 3.3% |
| 5 | 247 | 2.9% |
| 6 | 220 | 2.5% |
| 8 | 182 | 2.1% |
| 7 | 176 | 2.0% |
| 9 | 149 | 1.7% |
| Other values (283) | 2643 |
| Value | Count | Frequency (%) |
| 0 | 3269 | |
| 1 | 641 | 7.4% |
| 2 | 476 | 5.5% |
| 3 | 363 | 4.2% |
| 4 | 283 | 3.3% |
| 5 | 247 | 2.9% |
| 6 | 220 | 2.5% |
| 7 | 176 | 2.0% |
| 8 | 182 | 2.1% |
| 9 | 149 | 1.7% |
| Value | Count | Frequency (%) |
| 4100 | 1 | |
| 3500 | 1 | |
| 2300 | 1 | |
| 2000 | 1 | |
| 1800 | 1 | |
| 1700 | 1 | |
| 1400 | 1 | |
| 1300 | 1 | |
| 1200 | 1 | |
| 1100 | 2 |
benefits
Real number (ℝ)
High correlation Skewed
| Distinct | 473 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.739276 |
| Minimum | 0 |
|---|---|
| Maximum | 11300 |
| Zeros | 15 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 12 |
| median | 20 |
| Q3 | 43 |
| 95-th percentile | 194.6 |
| Maximum | 11300 |
| Range | 11300 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 238.36675 |
|---|---|
| Coefficient of variation (CV) | 4.0580472 |
| Kurtosis | 790.84249 |
| Mean | 58.739276 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 23.12686 |
| Sum | 508036 |
| Variance | 56818.709 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11 | 332 | 3.8% |
| 13 | 329 | 3.8% |
| 9 | 328 | 3.8% |
| 12 | 320 | 3.7% |
| 10 | 298 | 3.4% |
| 14 | 291 | 3.4% |
| 15 | 287 | 3.3% |
| 8 | 277 | 3.2% |
| 17 | 245 | 2.8% |
| 7 | 231 | 2.7% |
| Other values (463) | 5711 |
| Value | Count | Frequency (%) |
| 0 | 15 | 0.2% |
| 1 | 16 | 0.2% |
| 2 | 31 | 0.4% |
| 3 | 65 | 0.8% |
| 4 | 101 | 1.2% |
| 5 | 164 | |
| 6 | 212 | |
| 7 | 231 | |
| 8 | 277 | |
| 9 | 328 |
| Value | Count | Frequency (%) |
| 11300 | 1 | |
| 7000 | 1 | |
| 5700 | 1 | |
| 5000 | 1 | |
| 4900 | 1 | |
| 4100 | 1 | |
| 4000 | 1 | |
| 3900 | 1 | |
| 3700 | 1 | |
| 3600 | 1 |
Interactions
Correlations
| benefits | company_age | employee_count | interviews | jobs | rating | reviews | salaries | |
|---|---|---|---|---|---|---|---|---|
| benefits | 1.000 | 0.112 | 0.218 | 0.693 | 0.284 | 0.183 | 0.860 | 0.739 |
| company_age | 0.112 | 1.000 | 0.067 | 0.032 | -0.185 | 0.136 | 0.125 | 0.135 |
| employee_count | 0.218 | 0.067 | 1.000 | 0.212 | 0.118 | 0.080 | 0.211 | 0.210 |
| interviews | 0.693 | 0.032 | 0.212 | 1.000 | 0.428 | -0.035 | 0.772 | 0.789 |
| jobs | 0.284 | -0.185 | 0.118 | 0.428 | 1.000 | -0.135 | 0.301 | 0.392 |
| rating | 0.183 | 0.136 | 0.080 | -0.035 | -0.135 | 1.000 | 0.089 | -0.052 |
| reviews | 0.860 | 0.125 | 0.211 | 0.772 | 0.301 | 0.089 | 1.000 | 0.845 |
| salaries | 0.739 | 0.135 | 0.210 | 0.789 | 0.392 | -0.052 | 0.845 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| name | rating | company_type | employee_count | company_age | head_quarters | reviews | salaries | interviews | jobs | benefits | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | TCS | 3.8 | IT Services & Consulting | 1 Lakh+ | 55 | Mumbai | 66700 | 734800 | 5600 | 213 | 11300 |
| 1 | Accenture | 4.1 | IT Services & Consulting | 1 Lakh+ | 34 | Dublin | 42500 | 513400 | 3800 | 4100 | 7000 |
| 2 | Cognizant | 3.9 | IT Services & Consulting | 1 Lakh+ | 29 | Teaneck. New Jersey. | 38400 | 496800 | 3300 | 497 | 5700 |
| 3 | Wipro | 3.8 | IT Services & Consulting | 1 Lakh+ | 78 | Bangalore/Bengaluru | 35400 | 370300 | 3300 | 316 | 4900 |
| 4 | ICICI Bank | 4.0 | Banking | 1 Lakh+ | 29 | Mumbai | 30900 | 136100 | 1700 | 214 | 3700 |
| 5 | HDFC Bank | 3.9 | Banking | 1 Lakh+ | 29 | Mumbai | 30600 | 123600 | 1400 | 376 | 3200 |
| 6 | Infosys | 3.9 | IT Services & Consulting | 1 Lakh+ | 42 | Bengaluru/Bangalore | 29100 | 413100 | 4500 | 779 | 5000 |
| 7 | Capgemini | 3.8 | IT Services & Consulting | 1 Lakh+ | 56 | Paris | 27000 | 336600 | 2300 | 512 | 3900 |
| 8 | Tech Mahindra | 3.7 | IT Services & Consulting | 1 Lakh+ | 37 | Pune | 25300 | 236300 | 2200 | 1100 | 3500 |
| 9 | HCLTech | 3.7 | IT Services & Consulting | 1 Lakh+ | 32 | Noida | 24800 | 251900 | 2200 | 574 | 4000 |
| name | rating | company_type | employee_count | company_age | head_quarters | reviews | salaries | interviews | jobs | benefits | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 9984 | Flowserve Sanmar | 3.5 | Chemicals | 51-200 | 36 | Chennai | 66 | 434 | 5 | 0 | 7 |
| 9987 | Syniti | 4.4 | IT Services & Consulting | 201-500 | 27 | Needham | 66 | 751 | 10 | 5 | 14 |
| 9988 | Tech Firefly | 3.2 | IT Services & Consulting | 1k-5k | 7 | Santa Clara | 66 | 281 | 3 | 4 | 5 |
| 9991 | TSMT Technology India | 2.8 | Semiconductors | 201-500 | 26 | Taoyuan | 66 | 519 | 2 | 7 | 8 |
| 9992 | Contizant Technologies | 4.1 | IT Services & Consulting | 11-50 | 5 | Gurgaon/Gurugram | 66 | 385 | 13 | 0 | 17 |
| 9994 | Ecolog International | 4.6 | Logistics | 10k-50k | 20 | Düsseldorf | 66 | 62 | 0 | 0 | 14 |
| 9995 | Advocate | 4.3 | IT Services & Consulting | 201-500 | 22 | Atlanta | 66 | 605 | 4 | 0 | 9 |
| 9996 | Adamas University | 3.0 | Education & Training | 51-200 | 9 | Kolkata | 66 | 342 | 6 | 0 | 7 |
| 9997 | Nagarjuna Cements | 4.0 | Engineering & Construction | 501-1k | 28 | Hyderabad | 66 | 381 | 2 | 0 | 7 |
| 9999 | Success Pact Consulting | 3.1 | Recruitment | 51-200 | 12 | Noida | 66 | 223 | 0 | 117 | 13 |